{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "upset-anchor",
   "metadata": {},
   "source": [
    "## Built-in Continuous Color Scales in Python"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "included-plaza",
   "metadata": {},
   "source": [
    "### Named Built-In Continuous Color Scales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "sorted-juvenile",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aggrnyl     agsunset    blackbody   bluered     blues       blugrn      bluyl       brwnyl\n",
      "bugn        bupu        burg        burgyl      cividis     darkmint    electric    emrld\n",
      "gnbu        greens      greys       hot         inferno     jet         magenta     magma\n",
      "mint        orrd        oranges     oryel       peach       pinkyl      plasma      plotly3\n",
      "pubu        pubugn      purd        purp        purples     purpor      rainbow     rdbu\n",
      "rdpu        redor       reds        sunset      sunsetdark  teal        tealgrn     turbo\n",
      "viridis     ylgn        ylgnbu      ylorbr      ylorrd      algae       amp         deep\n",
      "dense       gray        haline      ice         matter      solar       speed       tempo\n",
      "thermal     turbid      armyrose    brbg        earth       fall        geyser      prgn\n",
      "piyg        picnic      portland    puor        rdgy        rdylbu      rdylgn      spectral\n",
      "tealrose    temps       tropic      balance     curl        delta       oxy         edge\n",
      "hsv         icefire     phase       twilight    mrybm       mygbm\n"
     ]
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "from textwrap import wrap\n",
    "\n",
    "named_colorscales = px.colors.named_colorscales()\n",
    "print(\"\\n\".join(wrap(\"\".join('{:<12}'.format(c) for c in named_colorscales), 96)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "nasty-landing",
   "metadata": {},
   "source": [
    "### Built-In Sequential Color scales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "continuous-british",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotly3     Viridis     Cividis     Inferno     Magma       Plasma      Turbo       Blackbody   Bluered     Electric    Hot         Jet         Rainbow     Blues       BuGn        BuPu        GnBu        Greens      Greys       OrRd        Oranges     PuBu        PuBuGn      PuRd        Purples     RdBu        RdPu        Reds        YlGn        YlGnBu      YlOrBr      YlOrRd      turbid      thermal     haline      solar       ice         gray        deep        dense       algae       matter      speed       amp         tempo       Burg        Burgyl      Redor       Oryel       Peach       Pinkyl      Mint        Blugrn      Darkmint    Emrld       Aggrnyl     Bluyl       Teal        Tealgrn     Purp        Purpor      Sunset      Magenta     Sunsetdark  Agsunset    Brwnyl      \n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "fig = px.colors.sequential.swatches_continuous()\n",
    "print(\"\".join('{:<12}'.format(c.name) for c in reversed(px.colors.sequential.swatches_continuous().data)))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "accredited-diary",
   "metadata": {},
   "source": [
    "### Built-In Diverging Color scales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "soviet-photography",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BrBG        PRGn        PiYG        PuOr        RdBu        RdGy        RdYlBu      RdYlGn      Spectral    balance     delta       curl        oxy         Armyrose    Fall        Geyser      Temps       Tealrose    Tropic      Earth       Picnic      Portland    \n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "fig = px.colors.diverging.swatches_continuous()\n",
    "print(\"\".join('{:<12}'.format(c.name) for c in reversed(px.colors.diverging.swatches_continuous().data)))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "acoustic-completion",
   "metadata": {},
   "source": [
    "### Built-In Cyclical Color scales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "explicit-vancouver",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Twilight    IceFire     Edge        Phase       HSV         mrybm       mygbm       \n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "fig = px.colors.cyclical.swatches_cyclical()\n",
    "print(\"\".join('{:<12}'.format(c.name) for c in px.colors.cyclical.swatches_cyclical().data))\n",
    "fig.show(renderer=\"png\")\n",
    "\n",
    "fig = px.colors.cyclical.swatches_continuous()\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "promising-optimization",
   "metadata": {},
   "source": [
    "## Discrete Colors in Python"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "established-distance",
   "metadata": {},
   "source": [
    "### Color Sequences in Plotly Express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "visible-target",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotly      D3          G10         T10         Alphabet    Dark24      Light24     Set1        Pastel1     Dark2       Set2        Pastel2     Set3        Antique     Bold        Pastel      Prism       Safe        Vivid       \n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "fig = px.colors.qualitative.swatches()\n",
    "print(\"\".join('{:<12}'.format(c.y[0]) for c in reversed(px.colors.qualitative.swatches().data)))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "empirical-jacket",
   "metadata": {},
   "source": [
    "## "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "laughing-courage",
   "metadata": {},
   "outputs": [],
   "source": [
    "css_color_basic=[\"AliceBlue\", \"AntiqueWhite\", \"Aqua\", \"Aquamarine\", \"Azure\", \"Beige\", \"Bisque\", \"Black\", \"BlanchedAlmond\", \"Blue\", \"BlueViolet\", \"Brown\", \"BurlyWood\", \"CadetBlue\", \"Chartreuse\", \"Chocolate\", \"Coral\", \"CornflowerBlue\", \"Cornsilk\", \"Crimson\", \"Cyan\", \"DarkBlue\", \"DarkCyan\", \"DarkGoldenrod\", \"DarkGray\", \"DarkGreen\", \"DarkGrey\", \"DarkKhaki\", \"DarkMagenta\", \"DarkOliveGreen\", \"DarkOrange\", \"DarkOrchid\", \"DarkRed\", \"DarkSalmon\", \"DarkSeaGreen\", \"DarkSlateBlue\", \"DarkSlateGray\", \"DarkSlateGrey\", \"DarkTurquoise\", \"DarkViolet\", \"DeepPink\", \"DeepSkyBlue\", \"DimGray\", \"DodgerBlue\", \"FireBrick\", \"FloralWhite\", \"ForestGreen\", \"Fuchsia\", \"Gainsboro\", \"GhostWhite\", \"Gold\", \"Goldenrod\", \"Gray\", \"Green\", \"GreenYellow\", \"Grey\", \"Honeydew\", \"HotPink\", \"IndianRed\", \"Indigo\", \"Ivory\", \"Khaki\", \"Lavender\", \"LavenderBlush\", \"LawnGreen\", \"LemonChiffon\", \"LightBlue\", \"LightCoral\", \"LightCyan\", \"LightGoldenrodYellow\", \"LightGray\", \"LightGreen\", \"LightGrey\", \"LightPink\", \"LightSalmon\", \"LightSeaGreen\", \"LightSkyBlue\", \"LightSlateGray\", \"LightSlateGrey\", \"LightSteelBlue\", \"LightYellow\", \"Lime\", \"LimeGreen\", \"Linen\", \"Magenta\", \"Maroon\", \"MediumAquamarine\", \"MediumBlue\", \"MediumOrchid\", \"MediumPurple\", \"MediumSeaGreen\", \"MediumSlateBlue\", \"MediumSpringGreen\", \"MediumTurquoise\", \"MediumVioletRed\", \"MidnightBlue\", \"MintCream\", \"MistyRose\", \"Moccasin\", \"NavajoWhite\", \"Navy\", \"OldLace\", \"Olive\", \"OliveDrab\", \"Orange\", \"OrangeRed\", \"Orchid\", \"PaleGoldenrod\", \"PaleGreen\", \"PaleTurquoise\", \"PaleVioletRed\", \"PapayaWhip\", \"PeachPuff\", \"Peru\", \"Pink\", \"Plum\", \"PowderBlue\", \"Purple\", \"Red\", \"RosyBrown\", \"RoyalBlue\", \"SaddleBrown\", \"Salmon\", \"SandyBrown\", \"SeaGreen\", \"Seashell\", \"Sienna\", \"Silver\", \"SkyBlue\", \"SlateBlue\", \"SlateGray\", \"SlateGrey\", \"Snow\", \"SpringGreen\", \"SteelBlue\", \"Tan\", \"Teal\", \"Thistle\", \"Tomato\", \"Turquoise\", \"Violet\", \"Wheat\", \"White\", \"WhiteSmoke\", \"Yellow\", \"YellowGreen\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "limiting-complement",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg class=\"main-svg\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"800\" height=\"1920\" style=\"\" viewBox=\"0 0 800 1920\"><rect x=\"0\" y=\"0\" width=\"800\" height=\"1920\" style=\"fill: rgb(255, 255, 255); fill-opacity: 1;\"/><defs id=\"defs-6a5b8c\"><g class=\"clips\"/><g class=\"gradients\"/><g class=\"patterns\"/></defs><g class=\"bglayer\"/><g class=\"layer-below\"><g class=\"imagelayer\"/><g class=\"shapelayer\"/></g><g class=\"cartesianlayer\"/><g class=\"polarlayer\"/><g class=\"smithlayer\"/><g class=\"ternarylayer\"/><g class=\"geolayer\"/><g class=\"funnelarealayer\"/><g class=\"pielayer\"/><g class=\"iciclelayer\"/><g class=\"treemaplayer\"/><g class=\"sunburstlayer\"/><g class=\"glimages\"/><g class=\"table\" overflow=\"visible\" width=\"800\" height=\"1920\" transform=\"\" style=\"box-sizing: content-box; position: absolute; left: 0px; overflow: visible; shape-rendering: crispedges; pointer-events: all;\"><g class=\"table-control-view\" transform=\"translate(80,100)\" clip-path=\"url(#clip6a5b8c_scrollAreaBottomClip_11febbtrue)\" style=\"box-sizing: content-box;\"><rect class=\"scroll-background\" fill=\"none\" width=\"640\" height=\"1740\"/><g class=\"y-column\" transform=\"\" clip-path=\"url(#clip6a5b8c_columnBoundaryClippath_11febbtrue_0)\"><g class=\"column-block\" id=\"cells1\" transform=\"\" style=\"cursor: default;\"><g class=\"column-cells\"><g class=\"column-cell\" transform=\"translate(0,16)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(240, 248, 255); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">AliceBlue</text></g></g><g class=\"column-cell\" transform=\"translate(0,51)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(127, 255, 212); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Aquamarine</text></g></g><g class=\"column-cell\" transform=\"translate(0,86)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(255, 228, 196); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Bisque</text></g></g><g class=\"column-cell\" transform=\"translate(0,121)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(0, 0, 255); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">Blue</text></g></g><g class=\"column-cell\" transform=\"translate(0,156)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); 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stroke-opacity: 1; fill: rgb(255, 250, 250); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Snow</text></g></g><g class=\"column-cell\" transform=\"translate(0,1591)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(210, 180, 140); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Tan</text></g></g><g class=\"column-cell\" transform=\"translate(0,1626)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(255, 99, 71); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Tomato</text></g></g><g class=\"column-cell\" transform=\"translate(0,1661)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(245, 222, 179); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Wheat</text></g></g><g class=\"column-cell\" transform=\"translate(0,1696)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(255, 255, 0); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Yellow</text></g></g></g></g><g class=\"column-block\" id=\"cells2\" transform=\"\" style=\"cursor: default;\"><g class=\"column-cells\"/></g><g class=\"column-block\" id=\"header\" style=\"cursor: ew-resize;\"><g class=\"column-cells\"><g class=\"column-cell\" transform=\"\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"1\" height=\"16\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(255, 255, 255); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(42, 63, 95); fill-opacity: 1;\"/></g></g></g></g><g class=\"column-boundary\"/><clipPath class=\"column-boundary-clippath\" id=\"clip6a5b8c_columnBoundaryClippath_11febbtrue_0\"><rect class=\"column-boundary-rect\" fill=\"none\" width=\"219.33333333333331\" height=\"1751\" x=\"-3\" y=\"-3\"/></clipPath></g><g class=\"y-column\" transform=\"translate(213.33333333333331,0)\" clip-path=\"url(#clip6a5b8c_columnBoundaryClippath_11febbtrue_1)\"><g class=\"column-block\" id=\"cells1\" transform=\"\" style=\"cursor: default;\"><g class=\"column-cells\"><g class=\"column-cell\" transform=\"translate(0,16)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(250, 235, 215); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">AntiqueWhite</text></g></g><g class=\"column-cell\" transform=\"translate(0,51)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(240, 255, 255); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Azure</text></g></g><g class=\"column-cell\" transform=\"translate(0,86)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(0, 0, 0); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">Black</text></g></g><g class=\"column-cell\" transform=\"translate(0,121)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(138, 43, 226); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">BlueViolet</text></g></g><g class=\"column-cell\" transform=\"translate(0,156)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(95, 158, 160); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">CadetBlue</text></g></g><g class=\"column-cell\" transform=\"translate(0,191)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(255, 127, 80); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Coral</text></g></g><g class=\"column-cell\" transform=\"translate(0,226)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(220, 20, 60); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">Crimson</text></g></g><g class=\"column-cell\" transform=\"translate(0,261)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(0, 139, 139); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">DarkCyan</text></g></g><g class=\"column-cell\" transform=\"translate(0,296)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(0, 100, 0); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">DarkGreen</text></g></g><g class=\"column-cell\" transform=\"translate(0,331)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(139, 0, 139); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">DarkMagenta</text></g></g><g class=\"column-cell\" transform=\"translate(0,366)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(153, 50, 204); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">DarkOrchid</text></g></g><g class=\"column-cell\" transform=\"translate(0,401)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(143, 188, 143); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">DarkSeaGreen</text></g></g><g class=\"column-cell\" transform=\"translate(0,436)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(47, 79, 79); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">DarkSlateGrey</text></g></g><g class=\"column-cell\" transform=\"translate(0,471)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(255, 20, 147); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">DeepPink</text></g></g><g class=\"column-cell\" transform=\"translate(0,506)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(30, 144, 255); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">DodgerBlue</text></g></g><g class=\"column-cell\" transform=\"translate(0,541)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(34, 139, 34); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">ForestGreen</text></g></g><g class=\"column-cell\" transform=\"translate(0,576)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(248, 248, 255); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">GhostWhite</text></g></g><g class=\"column-cell\" transform=\"translate(0,611)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(128, 128, 128); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">Gray</text></g></g><g class=\"column-cell\" transform=\"translate(0,646)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(128, 128, 128); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; 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font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">MistyRose</text></g></g><g class=\"column-cell\" transform=\"translate(0,1171)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(0, 0, 128); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">Navy</text></g></g><g class=\"column-cell\" transform=\"translate(0,1206)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(107, 142, 35); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; 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font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">PaleTurquoise</text></g></g><g class=\"column-cell\" transform=\"translate(0,1311)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(255, 218, 185); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">PeachPuff</text></g></g><g class=\"column-cell\" transform=\"translate(0,1346)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(221, 160, 221); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; 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stroke-opacity: 1; fill: rgb(240, 255, 240); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Honeydew</text></g></g><g class=\"column-cell\" transform=\"translate(0,681)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(75, 0, 130); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(253, 245, 230); fill-opacity: 1;\">Indigo</text></g></g><g class=\"column-cell\" transform=\"translate(0,716)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); 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stroke-opacity: 1; fill: rgb(224, 255, 255); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">LightCyan</text></g></g><g class=\"column-cell\" transform=\"translate(0,821)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(144, 238, 144); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">LightGreen</text></g></g><g class=\"column-cell\" transform=\"translate(0,856)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(255, 160, 122); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">LightSalmon</text></g></g><g class=\"column-cell\" transform=\"translate(0,891)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(119, 136, 153); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">LightSlateGray</text></g></g><g class=\"column-cell\" transform=\"translate(0,926)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(255, 255, 224); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">LightYellow</text></g></g><g class=\"column-cell\" transform=\"translate(0,961)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); stroke-opacity: 1; fill: rgb(250, 240, 230); fill-opacity: 1;\"/><g class=\"cell-text-holder\" transform=\"translate(106.66666666666666,8)\" text-anchor=\"middle\" style=\"shape-rendering: geometricprecision;\"><text class=\"cell-text\" dy=\"0.75em\" style=\"cursor: auto; font-family: Britannic; font-size: 18px; fill: rgb(50, 50, 50); fill-opacity: 1;\">Linen</text></g></g><g class=\"column-cell\" transform=\"translate(0,996)\"><rect class=\"cell-rect\" width=\"213.33333333333331\" stroke-width=\"5\" height=\"35\" style=\"stroke: rgb(255, 255, 255); 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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import webcolors\n",
    "import numpy as np\n",
    "n=3\n",
    "data= []\n",
    "font_color = []\n",
    "threshold=0.518\n",
    "for i,c in enumerate(css_color_basic):\n",
    "    if (i/n)<1:\n",
    "        data.append([c])\n",
    "        if (webcolors.name_to_rgb(c)*np.array([.299,.587,.114])).sum()/255>threshold:\n",
    "            font_color.append([\"#323232\"])\n",
    "        else:\n",
    "            font_color.append([\"oldlace\"])\n",
    "    else :\n",
    "        data[i%n].append(c)\n",
    "        if (webcolors.name_to_rgb(c)*np.array([.299,.587,.114])).sum()/255>threshold:\n",
    "            font_color[i%n].append(\"#323232\")\n",
    "        else:\n",
    "            font_color[i%n].append(\"oldlace\")\n",
    "\n",
    "\n",
    "\n",
    "fig = go.Figure(data=[go.Table(\n",
    "    header=dict(\n",
    "        line_color=\"white\",\n",
    "        fill_color=\"white\",\n",
    "        \n",
    "    ),\n",
    "    cells=dict(\n",
    "        height=35,\n",
    "        values=data,\n",
    "        line_color=\"white\",\n",
    "        line_width=5,\n",
    "        fill_color=data,\n",
    "        align='center', \n",
    "        font_color=font_color, \n",
    "        font_size=18,\n",
    "        font_family=\"Britannic\")\n",
    "    )\n",
    "])\n",
    "fig.update_layout(\n",
    "    title_text=\"CSS Colors\",\n",
    "    title_font_color = \"#323232\",\n",
    "    title_font_family = \"Stencil\",\n",
    "    title_font_size=25,\n",
    "    title_pad_l=290,\n",
    ")\n",
    "fig.show(renderer=\"svg\",width=800,height=1920)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "encouraging-generation",
   "metadata": {},
   "source": [
    "```python\n",
    "{\n",
    "\"red\":RGB(255,0,0),\n",
    "\"lime\":RGB(0,255,0),\n",
    "\"blue\":RGB(0,0,255)\n",
    "}\n",
    "```\n",
    "RGB色彩空间里面，G比R和B看起来亮得多。是因为人眼对三种颜色敏感度不同。所以要获取RGB图像的灰度，不能简单的(R+G+B)/3，需要根据人眼的敏感度取权重，灰度取`l = .299 r + .587 g + .114 b`。\n",
    "\n",
    "如果要做一张颜色对照表，字体应该选什么颜色才能看起来不刺眼？用对应颜色的灰度`l = .299 r + .587 g + .114 b`与255的一半比较，大于255/2的，字体取黑色，小于255/2的字体取白色。这样得到的对照表就不会刺眼，也不会有字体因为过暗而看不清楚。"
   ]
  }
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